IDEAS home Printed from https://ideas.repec.org/a/eee/inecon/v115y2018icp1-15.html
   My bibliography  Save this article

A structural model of productivity, uncertain demand, and export dynamics

Author

Listed:
  • Li, Shengyu

Abstract

This paper develops and estimates a dynamic model of exporting to quantify how productivity and uncertain foreign demand separately influence firms' export participation. In this model, firms face uncertainty about their own foreign demand, and they update their beliefs based on individual export transactions according to Bayes' rule. I estimate the model using data on firm-level production and transaction-level exports to Germany in the Chinese ceramics and glass industry. The empirical results show substantial heterogeneity in productivity and demand belief. For experienced firms, productivity is the major driving force of export participation. In contrast, for potential entrants, demand learning plays a more important role. A counterfactual exercise suggests that trade cost reduction has a significant impact on stimulating the export participation of potential entrants. Importantly, more than half of the participation increase is attributed to firms' endogenous reaction to demand learning in the foreign market.

Suggested Citation

  • Li, Shengyu, 2018. "A structural model of productivity, uncertain demand, and export dynamics," Journal of International Economics, Elsevier, vol. 115(C), pages 1-15.
  • Handle: RePEc:eee:inecon:v:115:y:2018:i:c:p:1-15
    DOI: 10.1016/j.jinteco.2018.08.002
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0022199618302307
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.jinteco.2018.08.002?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Bee Yan Aw & Mark J. Roberts & Daniel Yi Xu, 2011. "R&D Investment, Exporting, and Productivity Dynamics," American Economic Review, American Economic Association, vol. 101(4), pages 1312-1344, June.
    2. Rust, John, 1987. "Optimal Replacement of GMC Bus Engines: An Empirical Model of Harold Zurcher," Econometrica, Econometric Society, vol. 55(5), pages 999-1033, September.
    3. Jean‐Pierre Dubé & Jeremy T. Fox & Che‐Lin Su, 2012. "Improving the Numerical Performance of Static and Dynamic Aggregate Discrete Choice Random Coefficients Demand Estimation," Econometrica, Econometric Society, vol. 80(5), pages 2231-2267, September.
    4. Che‐Lin Su & Kenneth L. Judd, 2012. "Constrained Optimization Approaches to Estimation of Structural Models," Econometrica, Econometric Society, vol. 80(5), pages 2213-2230, September.
    5. Chad Syverson, 2011. "What Determines Productivity?," Journal of Economic Literature, American Economic Association, vol. 49(2), pages 326-365, June.
    6. Marcoul, Philippe & Weninger, Quinn, 2008. "Search and active learning with correlated information: Empirical evidence from mid-Atlantic clam fishermen," Journal of Economic Dynamics and Control, Elsevier, vol. 32(6), pages 1921-1948, June.
    7. Elhanan Helpman & Marc J. Melitz & Stephen R. Yeaple, 2004. "Export Versus FDI with Heterogeneous Firms," American Economic Review, American Economic Association, vol. 94(1), pages 300-316, March.
    8. Eckel, Carsten & Iacovone, Leonardo & Javorcik, Beata & Neary, J. Peter, 2015. "Multi-product firms at home and away: Cost- versus quality-based competence," Journal of International Economics, Elsevier, vol. 95(2), pages 216-232.
    9. Nicolas Berman & Vincent Rebeyrol & Vincent Vicard, 2019. "Demand Learning and Firm Dynamics: Evidence from Exporters," The Review of Economics and Statistics, MIT Press, vol. 101(1), pages 91-106, March.
    10. Impullitti, Giammario & Irarrazabal, Alfonso A. & Opromolla, Luca David, 2013. "A theory of entry into and exit from export markets," Journal of International Economics, Elsevier, vol. 90(1), pages 75-90.
    11. Andrea Pozzi & Fabiano Schivardi, 2016. "Demand or productivity: what determines firm growth?," RAND Journal of Economics, RAND Corporation, vol. 47(3), pages 608-630, August.
    12. Lucia Foster & John Haltiwanger & Chad Syverson, 2008. "Reallocation, Firm Turnover, and Efficiency: Selection on Productivity or Profitability?," American Economic Review, American Economic Association, vol. 98(1), pages 394-425, March.
    13. Albornoz, Facundo & Calvo Pardo, Héctor F. & Corcos, Gregory & Ornelas, Emanuel, 2012. "Sequential exporting," Journal of International Economics, Elsevier, vol. 88(1), pages 17-31.
    14. Aw, Bee Yan & Lee, Yi, 2017. "Demand, costs and product scope in the export market," European Economic Review, Elsevier, vol. 100(C), pages 28-49.
    15. Sanghamitra Das & Mark J. Roberts & James R. Tybout, 2007. "Market Entry Costs, Producer Heterogeneity, and Export Dynamics," Econometrica, Econometric Society, vol. 75(3), pages 837-873, May.
    16. Jaap H. Abbring & Jeffrey R. Campbell, 2003. "A Structural Empirical Model of Firm Growth, Learning, and Survival," NBER Working Papers 9712, National Bureau of Economic Research, Inc.
    17. Dirk Bergemann & Juuso Välimäki, 2000. "Experimentation in Markets," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 67(2), pages 213-234.
    18. Jonathan Eaton & Samuel Kortum & Francis Kramarz, 2011. "An Anatomy of International Trade: Evidence From French Firms," Econometrica, Econometric Society, vol. 79(5), pages 1453-1498, September.
    19. Olley, G Steven & Pakes, Ariel, 1996. "The Dynamics of Productivity in the Telecommunications Equipment Industry," Econometrica, Econometric Society, vol. 64(6), pages 1263-1297, November.
    20. Colin J. Hottman & Stephen J. Redding & David E. Weinstein, 2016. "Quantifying the Sources of Firm Heterogeneity," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 131(3), pages 1291-1364.
    21. Andrew B. Bernard & Jonathan Eaton & J. Bradford Jensen & Samuel Kortum, 2003. "Plants and Productivity in International Trade," American Economic Review, American Economic Association, vol. 93(4), pages 1268-1290, September.
    22. Gregory S. Crawford & Matthew Shum, 2005. "Uncertainty and Learning in Pharmaceutical Demand," Econometrica, Econometric Society, vol. 73(4), pages 1137-1173, July.
    23. Rauch, James E. & Watson, Joel, 2003. "Starting small in an unfamiliar environment," International Journal of Industrial Organization, Elsevier, vol. 21(7), pages 1021-1042, September.
    24. Baldwin,John R. & Gorecki,Paul With contributions by-Name:Caves,Richard E. With contributions by-Name:Dunne,Tim With contributions by-Name:Haltiwanger,John, 1998. "The Dynamics of Industrial Competition," Cambridge Books, Cambridge University Press, number 9780521633574.
      • Baldwin,John R. & Gorecki,Paul With contributions by-Name:Caves,Richard E. With contributions by-Name:Dunne,Tim With contributions by-Name:Haltiwanger,John, 1995. "The Dynamics of Industrial Competition," Cambridge Books, Cambridge University Press, number 9780521465618.
    25. Chen, Xiaohong, 2007. "Large Sample Sieve Estimation of Semi-Nonparametric Models," Handbook of Econometrics, in: J.J. Heckman & E.E. Leamer (ed.), Handbook of Econometrics, edition 1, volume 6, chapter 76, Elsevier.
    26. Timoshenko, Olga A., 2015. "Product switching in a model of learning," Journal of International Economics, Elsevier, vol. 95(2), pages 233-249.
    27. Costas Arkolakis, 2016. "A Unified Theory of Firm Selection and Growth," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 131(1), pages 89-155.
    28. Daniel A. Ackerberg, 2003. "Advertising, learning, and consumer choice in experience good markets: an empirical examination," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 44(3), pages 1007-1040, August.
    29. William F. Lincoln & Andrew H. McCallum, 2016. "The Rise of Exporting By U.S. Firms," International Finance Discussion Papers 1157, Board of Governors of the Federal Reserve System (U.S.).
    30. Panle Jia Barwick & Parag A. Pathak, 2015. "The costs of free entry: an empirical study of real estate agents in Greater Boston," RAND Journal of Economics, RAND Corporation, vol. 46(1), pages 103-145, March.
    31. James Levinsohn & Amil Petrin, 2003. "Estimating Production Functions Using Inputs to Control for Unobservables," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 70(2), pages 317-341.
    32. Facundo Albornoz & Hector Calvo-Pardo & Gregory Corcos & Emanuel Ornelas, 2012. "Sequential exporting: how firms break into foreign markets," CentrePiece - The magazine for economic performance 364, Centre for Economic Performance, LSE.
    33. Freund, Caroline & Pierola, Martha Denisse, 2010. "Export entrepreneurs : evidence from Peru," Policy Research Working Paper Series 5407, The World Bank.
    34. Costas Arkolakis & Theodore Papageorgiou & Olga Timoshenko, 2018. "Firm Learning and Growth," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 27, pages 146-168, January.
      • Costas Arkolakis & Theodore Papageorgiou & Olga A. Timoshenko, 2015. "Firm Learning and Growth," Working Papers 2015-5, The George Washington University, Institute for International Economic Policy.
    35. Andreas Moxnes, 2010. "Are sunk costs in exporting country specific?," Canadian Journal of Economics/Revue canadienne d'économique, John Wiley & Sons, vol. 43(2), pages 467-493, May.
    36. Mark Doms & Eric J. Bartelsman, 2000. "Understanding Productivity: Lessons from Longitudinal Microdata," Journal of Economic Literature, American Economic Association, vol. 38(3), pages 569-594, September.
    37. Jovanovic, Boyan, 1982. "Selection and the Evolution of Industry," Econometrica, Econometric Society, vol. 50(3), pages 649-670, May.
    38. Balvers, Ronald J & Cosimano, Thomas F, 1990. "Actively Learning about Demand and the Dynamics of Price Adjustment," Economic Journal, Royal Economic Society, vol. 100(402), pages 882-898, September.
    39. Marc J. Melitz, 2003. "The Impact of Trade on Intra-Industry Reallocations and Aggregate Industry Productivity," Econometrica, Econometric Society, vol. 71(6), pages 1695-1725, November.
    40. Erzo G. J. Luttmer, 2007. "Selection, Growth, and the Size Distribution of Firms," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 122(3), pages 1103-1144.
    41. Ulrich Doraszelski & Jordi Jaumandreu, 2013. "R&D and Productivity: Estimating Endogenous Productivity," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 80(4), pages 1338-1383.
    42. Roberts, Mark J & Tybout, James R, 1997. "The Decision to Export in Colombia: An Empirical Model of Entry with Sunk Costs," American Economic Review, American Economic Association, vol. 87(4), pages 545-564, September.
    43. Wooldridge, Jeffrey M., 2009. "On estimating firm-level production functions using proxy variables to control for unobservables," Economics Letters, Elsevier, vol. 104(3), pages 112-114, September.
    44. Hopenhayn, Hugo A, 1992. "Entry, Exit, and Firm Dynamics in Long Run Equilibrium," Econometrica, Econometric Society, vol. 60(5), pages 1127-1150, September.
    45. Nguyen, Daniel X., 2012. "Demand uncertainty: Exporting delays and exporting failures," Journal of International Economics, Elsevier, vol. 86(2), pages 336-344.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Albornoz, Facundo & Calvo Pardo, Héctor F. & Corcos, Gregory & Ornelas, Emanuel, 2023. "Sequentially exporting products across countries," Journal of International Economics, Elsevier, vol. 142(C).
    2. Marcela Eslava & James Tybout & David Jinkins & C. Krizan & Jonathan Eaton, 2015. "A Search and Learning Model of Export Dynamics," 2015 Meeting Papers 1535, Society for Economic Dynamics.
    3. Gnangnon, Sèna Kimm, 2023. "Effects of the Utilization of Non-Reciprocal Trade Preferences Offered by QUAD Countries on Economic Growth in Beneficiary Countries," KDI Journal of Economic Policy, Korea Development Institute (KDI), vol. 45(1), pages 33-68.
    4. TANI Naoki & OGAWA Eiji, 2024. "Firms' Internationalization Decisions and Demand Learning," Discussion papers 24019, Research Institute of Economy, Trade and Industry (RIETI).
    5. Facundo Albornoz & Héctor F. Calvo Pardo & Gregory Corcos & Emanuel Ornelas, 2021. "Sequential Exporting across Countries and Products," CESifo Working Paper Series 9119, CESifo.
    6. Yang, Anton, 2021. "Structural Estimation of a Gravity Model of Trade with the Constant-Difference-of-Elasticities," Conference papers 333297, Purdue University, Center for Global Trade Analysis, Global Trade Analysis Project.
    7. Da Gao & Xinlin Mo & Ruochan Xiong & Zhiliang Huang, 2022. "Tax Policy and Total Factor Carbon Emission Efficiency: Evidence from China’s VAT Reform," IJERPH, MDPI, vol. 19(15), pages 1-17, July.
    8. Beverly Mendoza, 2022. "Experience and market signals in export entry decisions," The World Economy, Wiley Blackwell, vol. 45(1), pages 176-199, January.
    9. Gnangnon, Sèna Kimm, 2020. "Development Aid, Remittances Inflows and Wages in the Manufacturing Sector of Recipient-Countries," EconStor Preprints 213439, ZBW - Leibniz Information Centre for Economics.
    10. Dongmin Kong & Mengxu Xiong, 2021. "Unintended consequences of tax incentives on export product quality: Evidence from a natural experiment in China," Review of International Economics, Wiley Blackwell, vol. 29(4), pages 802-837, September.
    11. Gnangnon, Sèna Kimm, 2021. "Effect of the Utilization of Non-Reciprocal Trade Preferences offered by the QUAD on Economic Growth in Beneficiary Countries," EconStor Preprints 242848, ZBW - Leibniz Information Centre for Economics.
    12. Mauro Caselli & Arpita Chatterjee & Shengyu Li, 2023. "Productivity and Quality of Multi-product Firms," Discussion Papers 2023-10, School of Economics, The University of New South Wales.
    13. James Tybout & David Jinkins & Daniel Yi Xu & Jonathan Eaton, 2016. "Two-sided Search in International Markets," 2016 Meeting Papers 973, Society for Economic Dynamics.
    14. Wu, Lichao & Wei, Yingqi & Wang, Chengang & McDonald, Frank & Han, Xia, 2022. "The importance of institutional and financial resources for export performance associated with technological innovation," Technological Forecasting and Social Change, Elsevier, vol. 185(C).
    15. Wei, Shang-Jin & Wei, Ziru & Xu, Jianhuan, 2021. "On the market failure of “missing pioneers”," Journal of Development Economics, Elsevier, vol. 152(C).

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Mauro Caselli & Arpita Chatterjee & Shengyu Li, 2023. "Productivity and Quality of Multi-product Firms," Discussion Papers 2023-10, School of Economics, The University of New South Wales.
    2. Fontanelli, Luca & Guerini, Mattia & Napoletano, Mauro, 2023. "International trade and technological competition in markets with dynamic increasing returns," Journal of Economic Dynamics and Control, Elsevier, vol. 149(C).
    3. Mark J Roberts & Daniel Yi Xu & Xiaoyan Fan & Shengxing Zhang, 2018. "The Role of Firm Factors in Demand, Cost, and Export Market Selection for Chinese Footwear Producers," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 85(4), pages 2429-2461.
    4. Gumpert, Anna & Li, Haishi & Moxnes, Andreas & Ramondo, Natalia & Tintelnot, Felix, 2020. "The life-cycle dynamics of exporters and multinational firms," Journal of International Economics, Elsevier, vol. 126(C).
    5. Melitz, Marc J. & Redding, Stephen J., 2014. "Heterogeneous Firms and Trade," Handbook of International Economics, in: Gopinath, G. & Helpman, . & Rogoff, K. (ed.), Handbook of International Economics, edition 1, volume 4, chapter 0, pages 1-54, Elsevier.
    6. Albornoz, Facundo & Calvo Pardo, Héctor F. & Corcos, Gregory & Ornelas, Emanuel, 2023. "Sequentially exporting products across countries," Journal of International Economics, Elsevier, vol. 142(C).
    7. Yaniv Yedid-Levi & Stefanie Haller & Doireann Fitzgerald, 2016. "How Exporters Grow," 2016 Meeting Papers 499, Society for Economic Dynamics.
    8. Albornoz, Facundo & Calvo Pardo, Héctor F. & Corcos, Gregory & Ornelas, Emanuel, 2012. "Sequential exporting," Journal of International Economics, Elsevier, vol. 88(1), pages 17-31.
    9. Nicolas Berman & Vincent Rebeyrol & Vincent Vicard, 2019. "Demand Learning and Firm Dynamics: Evidence from Exporters," The Review of Economics and Statistics, MIT Press, vol. 101(1), pages 91-106, March.
    10. Kasahara, Hiroyuki & Tang, Heiwai, 2019. "Excessive entry and exit in export markets," Journal of the Japanese and International Economies, Elsevier, vol. 53(C), pages 1-1.
    11. Fatou Cissé & Ji Eun Choi, 2015. "Do firms learn by exporting or learn to export? Evidence from Senegalese manufacturing plant," WIDER Working Paper Series 057, World Institute for Development Economic Research (UNU-WIDER).
    12. Massimo Del Gatto & Fadi Hassan & Gianmarco I.P. Ottaviano & Fabiano Schivardi, 2019. "Company Profits in Italy," European Economy - Discussion Papers 093, Directorate General Economic and Financial Affairs (DG ECFIN), European Commission.
    13. Aw, Bee Yan & Lee, Yi, 2017. "Demand, costs and product scope in the export market," European Economic Review, Elsevier, vol. 100(C), pages 28-49.
    14. Marcela Eslava & James Tybout & David Jinkins & C. Krizan & Jonathan Eaton, 2015. "A Search and Learning Model of Export Dynamics," 2015 Meeting Papers 1535, Society for Economic Dynamics.
    15. Fatou Cissé & Ji Eun Choi, 2015. "Do Firms Learn by Exporting or Learn to Export?: Evidence from Senegalese Manufacturing Plant," WIDER Working Paper Series wp-2015-057, World Institute for Development Economic Research (UNU-WIDER).
    16. Krolikowski, Pawel M. & McCallum, Andrew H., 2021. "Goods-market frictions and international trade," Journal of International Economics, Elsevier, vol. 129(C).
    17. Jonathan Eaton, Marcela Eslava, Maurice Kugler,James Tybout, 1970. "Export Dynamics in Colombia: Firm-Level Evidence," Working Papers eg0036, Wilfrid Laurier University, Department of Economics, revised 1970.
    18. Paulo Bastos & Daniel A. Dias & Olga A. Timoshenko, 2018. "Learning, prices and firm dynamics," Canadian Journal of Economics/Revue canadienne d'économique, John Wiley & Sons, vol. 51(4), pages 1257-1311, November.
    19. Nicholas Sheard, 2014. "Learning to Export and the Timing of Entry to Export Markets," Review of International Economics, Wiley Blackwell, vol. 22(3), pages 536-560, August.
    20. Florin Maican & Matilda Orth, 2017. "Productivity Dynamics and the Role of ‘Big-Box’ Entrants in Retailing," Journal of Industrial Economics, Wiley Blackwell, vol. 65(2), pages 397-438, June.

    More about this item

    Keywords

    Demand uncertainty; Bayesian learning; Productivity; Export participation;
    All these keywords.

    JEL classification:

    • F14 - International Economics - - Trade - - - Empirical Studies of Trade
    • D83 - Microeconomics - - Information, Knowledge, and Uncertainty - - - Search; Learning; Information and Knowledge; Communication; Belief; Unawareness
    • L11 - Industrial Organization - - Market Structure, Firm Strategy, and Market Performance - - - Production, Pricing, and Market Structure; Size Distribution of Firms

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:inecon:v:115:y:2018:i:c:p:1-15. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/inca/505552 .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.